{"id":"W7099896649","doi":"","title":"Human Resources and","year":2006,"lang":"en","type":"article","venue":"","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human capital; Workforce; Population ageing; Human resources; Population; Ageing society; Labour supply; Capital (architecture)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007977882,0.00003373058,0.00003367813,0.00003188566,0.00007259403,0.00008575115,0.0001575385,0.00001427694,0.000002421058],"category_scores_gemma":[0.00001098036,0.00002729197,0.000007081342,0.00006482088,0.00001939321,0.00006613023,0.00008689998,0.00002327018,0.00000367614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002665045,"about_ca_system_score_gemma":0.000001915631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004019939,"about_ca_topic_score_gemma":0.000007309229,"domain_scores_codex":[0.9997076,0.000007802538,0.00004903668,0.0001121551,0.00005364089,0.0000697751],"domain_scores_gemma":[0.9997681,0.0000327524,0.00001229387,0.0001615791,0.0000105316,0.00001471238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[3.120054e-7,0.00004400568,0.07484089,0.000008637497,0.000002343741,0.0000173923,0.0002052427,0.000003331175,0.00082696,0.4388118,0.4450482,0.04019085],"study_design_scores_gemma":[0.0001032805,0.00006560551,0.1207326,0.0000148282,0.000001314713,0.00003715453,0.000001319396,0.004520816,0.001540325,0.8588754,0.0139278,0.0001795859],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2740065,0.0001751082,0.6009957,0.001035575,0.00004227108,0.00006029754,1.479946e-7,0.03383522,0.08984924],"genre_scores_gemma":[0.7889152,2.054805e-7,0.2099471,0.0001339919,0.00002305466,0.000001535845,9.510062e-8,0.000001668909,0.0009772471],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5149087,"threshold_uncertainty_score":0.1112934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01296922140516007,"score_gpt":0.2442259909282816,"score_spread":0.2312567695231215,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}